arXiv:2408.11527
공식 코드 · Papers with Code
The Vizier Gaussian Process Bandit Algorithm
원문 초록
Google Vizier has performed millions of optimizations and accelerated numerous research and production systems at Google, demonstrating the success of Bayesian optimization as a large-scale service. Over multiple years, its algorithm has been improved considerably, through the collective experiences of numerous research efforts and user feedback. In this technical report, we discuss the implementation details and design choices of the current default algorithm provided by Open Source Vizier. Our experiments on standardized benchmarks reveal its robustness and versatility against well-established industry baselines on multiple practical modes.
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LLINBO: Trustworthy LLM-in-the-Loop Bayesian Optimization
Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control
Fast Bayesian Optimization of Function Networks with Partial Evaluations
Amortized variational transdimensional inference
VirnyFlow: A Design Space for Responsible Model Development
Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule Generation
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